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      "source": [
        "%matplotlib inline"
      ]
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      "source": [
        "\n",
        "# SVM: Separating hyperplane for unbalanced classes\n",
        "\n",
        "Find the optimal separating hyperplane using an SVC for classes that\n",
        "are unbalanced.\n",
        "\n",
        "We first find the separating plane with a plain SVC and then plot\n",
        "(dashed) the separating hyperplane with automatically correction for\n",
        "unbalanced classes.\n",
        "\n",
        ".. currentmodule:: sklearn.linear_model\n",
        "\n",
        "<div class=\"alert alert-info\"><h4>Note</h4><p>This example will also work by replacing ``SVC(kernel=\"linear\")``\n",
        "    with ``SGDClassifier(loss=\"hinge\")``. Setting the ``loss`` parameter\n",
        "    of the :class:`SGDClassifier` equal to ``hinge`` will yield behaviour\n",
        "    such as that of a SVC with a linear kernel.\n",
        "\n",
        "    For example try instead of the ``SVC``::\n",
        "\n",
        "        clf = SGDClassifier(n_iter=100, alpha=0.01)</p></div>\n"
      ]
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          "text": [
            "Automatically created module for IPython interactive environment\n"
          ]
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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "print(__doc__)\n",
        "\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "from sklearn import svm\n",
        "from sklearn.datasets import make_blobs\n",
        "\n",
        "# we create two clusters of random points\n",
        "n_samples_1 = 1000\n",
        "n_samples_2 = 100\n",
        "centers = [[0.0, 0.0], [2.0, 2.0]]\n",
        "clusters_std = [1.5, 0.5]\n",
        "X, y = make_blobs(n_samples=[n_samples_1, n_samples_2],\n",
        "                  centers=centers,\n",
        "                  cluster_std=clusters_std,\n",
        "                  random_state=0, shuffle=False)\n",
        "\n",
        "# fit the model and get the separating hyperplane\n",
        "clf = svm.SVC(kernel='linear', C=1.0)\n",
        "clf.fit(X, y)\n",
        "\n",
        "# fit the model and get the separating hyperplane using weighted classes\n",
        "wclf = svm.SVC(kernel='linear', class_weight={1: 10})\n",
        "wclf.fit(X, y)\n",
        "\n",
        "# plot the samples\n",
        "plt.scatter(X[:, 0], X[:, 1], c=y, cmap=plt.cm.Paired, edgecolors='k')\n",
        "\n",
        "# plot the decision functions for both classifiers\n",
        "ax = plt.gca()\n",
        "xlim = ax.get_xlim()\n",
        "ylim = ax.get_ylim()\n",
        "\n",
        "# create grid to evaluate model\n",
        "xx = np.linspace(xlim[0], xlim[1], 30)\n",
        "yy = np.linspace(ylim[0], ylim[1], 30)\n",
        "YY, XX = np.meshgrid(yy, xx)\n",
        "xy = np.vstack([XX.ravel(), YY.ravel()]).T\n",
        "\n",
        "# get the separating hyperplane\n",
        "Z = clf.decision_function(xy).reshape(XX.shape)\n",
        "\n",
        "# plot decision boundary and margins\n",
        "a = ax.contour(XX, YY, Z, colors='k', levels=[0], alpha=0.5, linestyles=['-'])\n",
        "\n",
        "# get the separating hyperplane for weighted classes\n",
        "Z = wclf.decision_function(xy).reshape(XX.shape)\n",
        "\n",
        "# plot decision boundary and margins for weighted classes\n",
        "b = ax.contour(XX, YY, Z, colors='r', levels=[0], alpha=0.5, linestyles=['-'])\n",
        "\n",
        "plt.legend([a.collections[0], b.collections[0]], [\"non weighted\", \"weighted\"],\n",
        "           loc=\"upper right\")\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {},
      "outputs": [],
      "source": []
    }
  ],
  "metadata": {
    "kernelspec": {
      "name": "python376jvsc74a57bd073e03da126b73bfff3642ec5261d56fa25c444ea595de51041687efaa60dda41",
      "display_name": "Python 3.7.6 64-bit (conda)"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.7.6-final"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}